Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	338
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	31.8 KiB
Average record size in memory	96.4 B

Variable types

Numeric	11
Categorical	1

Warnings

`Group1` is highly correlated with `Group3` and 1 other fields	High correlation
`Group3` is highly correlated with `Group1` and 1 other fields	High correlation
`Group4` is highly correlated with `Group1` and 1 other fields	High correlation
`Group7` is highly correlated with `Group8`	High correlation
`Group8` is highly correlated with `Group7`	High correlation
`Group7` has 6 (1.8%) zeros	Zeros
`Group8` has 6 (1.8%) zeros	Zeros

Reproduction

Analysis started	2021-02-06 22:31:38.009462
Analysis finished	2021-02-06 22:31:50.469048
Duration	12.46 seconds
Software version	pandas-profiling v2.10.0
Download configuration	config.yaml

Group1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	292
Distinct (%)	86.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3488022715
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1285460741
Q1	0.2300866108
median	0.3120829192
Q3	0.4463770174
95-th percentile	0.6332528752
Maximum	1
Range	1
Interquartile range (IQR)	0.2162904066

Descriptive statistics

Standard deviation	0.1664523615
Coefficient of variation (CV)	0.4772112315
Kurtosis	0.6268529636
Mean	0.3488022715
Median Absolute Deviation (MAD)	0.09844289839
Skewness	0.8064225166
Sum	117.8951678
Variance	0.02770638866
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2460599176	3	0.9%
0.2796630224	3	0.9%
0.3781059208	2	0.6%
0.2347011217	2	0.6%
0.287235553	2	0.6%
0.3440295329	2	0.6%
0.2739836244	2	0.6%
0.3250982063	2	0.6%
0.4164418572	2	0.6%
0.587770363	2	0.6%
Other values (282)	316	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.05750390459	1	0.3%
0.05859245587	1	0.3%
0.07648255952	1	0.3%
0.07652988783	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9578777983	1	0.3%
0.8632211652	1	0.3%
0.8173126982	1	0.3%
0.7718775143	1	0.3%

Group2
Real number (ℝ_≥0)

Distinct	313
Distinct (%)	92.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3181308819
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1096550558
Q1	0.2101792357
median	0.3106188705
Q3	0.4020121745
95-th percentile	0.5616165032
Maximum	1
Range	1
Interquartile range (IQR)	0.1918329388

Descriptive statistics

Standard deviation	0.1425842437
Coefficient of variation (CV)	0.4481936581
Kurtosis	1.602154631
Mean	0.3181308819
Median Absolute Deviation (MAD)	0.09773419006
Skewness	0.6847854524
Sum	107.5282381
Variance	0.02033026656
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3973621914	2	0.6%
0.304024349	2	0.6%
0.3473114643	2	0.6%
0.3564423402	2	0.6%
0.3432532973	2	0.6%
0.3063916131	2	0.6%
0.420696652	2	0.6%
0.1961447413	2	0.6%
0.3361515049	2	0.6%
0.3006425431	2	0.6%
Other values (303)	318	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.02265809943	1	0.3%
0.03415623943	1	0.3%
0.03753804532	1	0.3%
0.03990530944	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.8150152181	1	0.3%
0.8065607034	1	0.3%
0.7696990193	1	0.3%
0.7240446398	1	0.3%

Group3
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	318
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3438777167
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1166574528
Q1	0.2234468938
median	0.3019141732
Q3	0.4518347039
95-th percentile	0.6282219612
Maximum	1
Range	1
Interquartile range (IQR)	0.2283878101

Descriptive statistics

Standard deviation	0.1676946891
Coefficient of variation (CV)	0.4876579115
Kurtosis	0.7170283668
Mean	0.3438777167
Median Absolute Deviation (MAD)	0.09705618133
Skewness	0.8515998959
Sum	116.2306682
Variance	0.02812150875
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6005804713	2	0.6%
0.6282219612	2	0.6%
0.4865593255	2	0.6%
0.3000483726	2	0.6%
0.2137378205	2	0.6%
0.6157832907	2	0.6%
0.4057079677	2	0.6%
0.2042015065	2	0.6%
0.4526985004	2	0.6%
0.2446271854	2	0.6%
Other values (308)	318	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.05473014996	1	0.3%
0.06551033101	1	0.3%
0.07117683643	1	0.3%
0.07290442955	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9557736162	1	0.3%
0.882523668	1	0.3%
0.8458986939	1	0.3%
0.7954529749	1	0.3%

Group4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	324
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2255673804
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.06084695394
Q1	0.1226172787
median	0.1794735725
Q3	0.2920292931
95-th percentile	0.4871789429
Maximum	1
Range	1
Interquartile range (IQR)	0.1694120144

Descriptive statistics

Standard deviation	0.1483061184
Coefficient of variation (CV)	0.6574803418
Kurtosis	3.1620554
Mean	0.2255673804
Median Absolute Deviation (MAD)	0.07060072172
Skewness	1.479631604
Sum	76.24177457
Variance	0.02199470474
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1565272766	3	0.9%
0.1772447463	2	0.6%
0.1540225005	2	0.6%
0.08095945659	2	0.6%
0.1764805774	2	0.6%
0.1598386754	2	0.6%
0.1864572278	2	0.6%
0.2296752282	2	0.6%
0.4222033539	2	0.6%
0.4756951815	2	0.6%
Other values (314)	317	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.02479303757	1	0.3%
0.0256421142	1	0.3%
0.03298662704	1	0.3%
0.03324135003	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.8942899597	1	0.3%
0.7363617066	1	0.3%
0.6866907238	1	0.3%
0.6548503502	1	0.3%

Group5
Real number (ℝ_≥0)

Distinct	291
Distinct (%)	86.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4249746762
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.173044166
Q1	0.3051770288
median	0.4210974571
Q3	0.5349190899
95-th percentile	0.6875532303
Maximum	1
Range	1
Interquartile range (IQR)	0.2297420611

Descriptive statistics

Standard deviation	0.1693382378
Coefficient of variation (CV)	0.3984666552
Kurtosis	0.2989041036
Mean	0.4249746762
Median Absolute Deviation (MAD)	0.1153424991
Skewness	0.3398898821
Sum	143.6414406
Variance	0.02867543877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6276919333	3	0.9%
0.3906801314	3	0.9%
0.5218396399	3	0.9%
0.6386421706	3	0.9%
0.4646550675	3	0.9%
0.6629760311	3	0.9%
0.5364399562	3	0.9%
0.4355761041	3	0.9%
0.5303564911	2	0.6%
0.5096727096	2	0.6%
Other values (281)	310	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.0216571359	1	0.3%
0.03954252342	1	0.3%
0.07689499939	1	0.3%
0.08504684268	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9732327534	1	0.3%
0.9403820416	1	0.3%
0.8637303808	1	0.3%
0.8527801436	1	0.3%

Group6
Real number (ℝ_≥0)

Distinct	328
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2715519322
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05805932151
Q1	0.1442166125
median	0.2401079688
Q3	0.3538739955
95-th percentile	0.5959296976
Maximum	1
Range	1
Interquartile range (IQR)	0.209657383

Descriptive statistics

Standard deviation	0.172008515
Coefficient of variation (CV)	0.6334276969
Kurtosis	1.527114084
Mean	0.2715519322
Median Absolute Deviation (MAD)	0.1058217287
Skewness	1.128597283
Sum	91.78455309
Variance	0.02958692924
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2617017361	2	0.6%
0.3291822588	2	0.6%
0.2322250169	2	0.6%
0.341144715	2	0.6%
0.290534323	2	0.6%
0.4310165021	2	0.6%
0.3408379854	2	0.6%
0.3104717502	2	0.6%
0.4055579412	2	0.6%
0.4619961966	2	0.6%
Other values (318)	318	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.01245322373	1	0.3%
0.02260597509	1	0.3%
0.03613275259	1	0.3%
0.03907735722	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.8957119195	1	0.3%
0.8199496963	1	0.3%
0.8113612662	1	0.3%
0.8092141586	1	0.3%

Group7
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	327
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2237705167
Minimum	0
Maximum	1
Zeros	6
Zeros (%)	1.8%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01020196813
Q1	0.07152061856
median	0.1690253046
Q3	0.330131209
95-th percentile	0.5749414246
Maximum	1
Range	1
Interquartile range (IQR)	0.2586105904

Descriptive statistics

Standard deviation	0.1934361914
Coefficient of variation (CV)	0.8644400269
Kurtosis	1.830115208
Mean	0.2237705167
Median Absolute Deviation (MAD)	0.1131326148
Skewness	1.28372811
Sum	75.63443463
Variance	0.03741756016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	1.8%
0.2584348641	2	0.6%
0.282099344	2	0.6%
0.5663074039	2	0.6%
0.04620431115	2	0.6%
0.4625117151	2	0.6%
0.2612464855	2	0.6%
0.09725866917	1	0.3%
0.06192596064	1	0.3%
0.3191190253	1	0.3%
Other values (317)	317	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.8%
0.001621368322	1	0.3%
0.002281396439	1	0.3%
0.003423149016	1	0.3%
0.003484067479	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9990627929	1	0.3%
0.9625117151	1	0.3%
0.8795688847	1	0.3%
0.8254451734	1	0.3%

Group8
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	327
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2603933647
Minimum	0
Maximum	1
Zeros	6
Zeros (%)	1.8%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02738991054
Q1	0.1043861829
median	0.1974403579
Q3	0.3952534791
95-th percentile	0.6208996024
Maximum	1
Range	1
Interquartile range (IQR)	0.2908672962

Descriptive statistics

Standard deviation	0.1957025973
Coefficient of variation (CV)	0.7515652233
Kurtosis	0.819527465
Mean	0.2603933647
Median Absolute Deviation (MAD)	0.1269383698
Skewness	0.9954004001
Sum	88.01295726
Variance	0.03829950658
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	1.8%
0.08026838966	2	0.6%
0.3211729622	2	0.6%
0.518389662	2	0.6%
0.09562624254	2	0.6%
0.2871769384	2	0.6%
0.1423459245	2	0.6%
0.1747017893	1	0.3%
0.4560636183	1	0.3%
0.1064612326	1	0.3%
Other values (317)	317	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	1.8%
0.009204771372	1	0.3%
0.01194831014	1	0.3%
0.01453280318	1	0.3%
0.01461729622	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9333996024	1	0.3%
0.9169980119	1	0.3%
0.9060636183	1	0.3%
0.8051689861	1	0.3%

Group9
Real number (ℝ_≥0)

Distinct	286
Distinct (%)	84.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3583972806
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1235451148
Q1	0.2514682328
median	0.3457020822
Q3	0.426988788
95-th percentile	0.6557928457
Maximum	1
Range	1
Interquartile range (IQR)	0.1755205553

Descriptive statistics

Standard deviation	0.1557753187
Coefficient of variation (CV)	0.4346442543
Kurtosis	1.296573185
Mean	0.3583972806
Median Absolute Deviation (MAD)	0.08756006407
Skewness	0.7800505461
Sum	121.1382808
Variance	0.02426594993
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3214095035	4	1.2%
0.4196476241	3	0.9%
0.3427656167	3	0.9%
0.2936465563	3	0.9%
0.2514682328	3	0.9%
0.3876134544	3	0.9%
0.2669514148	2	0.6%
0.3561131874	2	0.6%
0.2941804592	2	0.6%
0.4030966364	2	0.6%
Other values (276)	311	92.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.02562733582	1	0.3%
0.0736785905	1	0.3%
0.07528029899	1	0.3%
0.09076348105	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9284570208	1	0.3%
0.8414308596	1	0.3%
0.8067271757	1	0.3%
0.7944474106	1	0.3%

Group10
Real number (ℝ_≥0)

Distinct	314
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2717681191
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.07193555181
Q1	0.162331508
median	0.2391533277
Q3	0.3433550969
95-th percentile	0.5702506318
Maximum	1
Range	1
Interquartile range (IQR)	0.1810235889

Descriptive statistics

Standard deviation	0.1552122642
Coefficient of variation (CV)	0.5711202062
Kurtosis	2.318533108
Mean	0.2717681191
Median Absolute Deviation (MAD)	0.08814237574
Skewness	1.221422123
Sum	91.85762426
Variance	0.02409084697
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1413226622	3	0.9%
0.1918702612	3	0.9%
0.2352569503	3	0.9%
0.3961668071	2	0.6%
0.1229991575	2	0.6%
0.1427969671	2	0.6%
0.201979781	2	0.6%
0.2325189553	2	0.6%
0.1832350463	2	0.6%
0.3761583825	2	0.6%
Other values (304)	315	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.005897219882	1	0.3%
0.006107834878	1	0.3%
0.0101095198	1	0.3%
0.02106149958	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.9056444819	1	0.3%
0.8390901432	1	0.3%
0.7891743892	1	0.3%
0.6876579612	1	0.3%

Group11
Real number (ℝ_≥0)

Distinct	332
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1135731195
Minimum	0
Maximum	1
Zeros	1
Zeros (%)	0.3%
Memory size	2.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.02142183704
Q1	0.04486528629
median	0.08006672227
Q3	0.1488287341
95-th percentile	0.3138031693
Maximum	1
Range	1
Interquartile range (IQR)	0.1039634478

Descriptive statistics

Standard deviation	0.1024935674
Coefficient of variation (CV)	0.9024456477
Kurtosis	16.91705187
Mean	0.1135731195
Median Absolute Deviation (MAD)	0.04110309316
Skewness	2.904211944
Sum	38.3877144
Variance	0.01050493136
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.06189940893	3	0.9%
0.0249120644	2	0.6%
0.1742756645	2	0.6%
0.05551727889	2	0.6%
0.06610581282	2	0.6%
0.1583566015	1	0.3%
0.1215505675	1	0.3%
0.1043260688	1	0.3%
0.05377669797	1	0.3%
0.1888530297	1	0.3%
Other values (322)	322	95.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.3%
0.001668056714	1	0.3%
0.002066939841	1	0.3%
0.005403053269	1	0.3%
0.005765674294	1	0.3%

Value	Count	Frequency (%)
1	1	0.3%
0.5053849222	1	0.3%
0.4281466439	1	0.3%
0.4266961598	1	0.3%
0.3987743409	1	0.3%

Class
Categorical

Distinct	2
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

2	182
1	156

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	338
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Most occurring characters

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	338	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	338	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	338	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	182	53.8%
1	156	46.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Group1	Group2	Group3	Group4	Group5	Group6	Group7	Group8	Group9	Group10	Group11	Class
0	0.521037	0.022658	0.545989	0.364042	0.680010	0.792037	0.703140	0.731113	0.668446	0.605518	0.355260	1
1	0.643144	0.272574	0.615783	0.502017	0.270471	0.181768	0.203608	0.348757	0.344367	0.141323	0.155274	1
2	0.601496	0.390260	0.595743	0.449798	0.572941	0.431017	0.462512	0.635686	0.481580	0.211247	0.228560	1
3	0.210090	0.360839	0.233501	0.102993	0.973233	0.811361	0.565604	0.522863	0.763481	1.000000	0.137905	1
4	0.629893	0.156578	0.630986	0.489705	0.459788	0.347893	0.463918	0.518390	0.342766	0.186816	0.232766	1
5	0.258839	0.202570	0.267984	0.141626	0.794379	0.461996	0.369728	0.402038	0.491191	0.551179	0.079487	1
6	0.533343	0.347311	0.523875	0.380599	0.390802	0.274891	0.264058	0.367793	0.334757	0.157119	0.120173	1
7	0.318472	0.376057	0.320710	0.184419	0.686093	0.445126	0.219447	0.297465	0.549386	0.517060	0.169779	1
8	0.284869	0.409537	0.302052	0.159754	0.788295	0.533157	0.435567	0.464861	0.631607	0.504002	0.069261	1
9	0.259312	0.484613	0.277659	0.141117	0.682443	0.675480	0.532568	0.424602	0.460758	0.683867	0.066106	1

Last rows

	Group1	Group2	Group3	Group4	Group5	Group6	Group7	Group8	Group9	Group10	Group11	Class
328	0.439633	0.371999	0.436114	0.284526	0.661759	0.345132	0.346298	0.421869	0.416978	0.269798	0.116836	1
329	0.439159	0.411566	0.440260	0.290087	0.656893	0.334090	0.421509	0.396670	0.374800	0.323505	0.165101	1
330	0.428274	0.196145	0.428512	0.275823	0.394209	0.361082	0.282099	0.349950	0.328350	0.206403	0.080429	1
331	0.283923	0.326006	0.281459	0.157291	0.404915	0.285627	0.166518	0.146620	0.317138	0.325190	0.055517	2
332	0.200625	0.343253	0.194527	0.103502	0.521840	0.148488	0.011729	0.037689	0.412707	0.217355	0.066106	2
333	0.202045	0.171458	0.190657	0.104649	0.250030	0.077296	0.002281	0.014617	0.323545	0.228517	0.035936	2
334	0.251739	0.314846	0.235575	0.136234	0.250882	0.069444	0.018172	0.042420	0.198612	0.199874	0.024912	2
335	0.477022	0.381806	0.469974	0.329060	0.600925	0.264462	0.353327	0.493738	0.298986	0.226411	0.254125	1
336	0.284396	0.152858	0.278419	0.157419	0.390680	0.246212	0.087582	0.104274	0.258943	0.472199	0.023969	2
337	0.557954	0.396348	0.546680	0.402675	0.348583	0.370591	0.248360	0.302684	0.419648	0.228939	0.191065	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows